smac.runner.target_function_script_runner

Classes

TargetFunctionScriptRunner(target_function, ...)

Class to execute target functions from scripts.

Interfaces

class smac.runner.target_function_script_runner.TargetFunctionScriptRunner(target_function, scenario, required_arguments=[])[source]

Bases: AbstractSerialRunner

Class to execute target functions from scripts. Uses Popen to execute the script in a subprocess.

The following example shows how the script is called: target_function --instance=test --instance_features=test --seed=0 --hyperparameter1=5323

The script must return an echo in the following form (white-spaces are removed): cost=0.5; runtime=0.01; status=SUCCESS; additional_info=test (single-objective) cost=0.5, 0.4; runtime=0.01; status=SUCCESS; additional_info=test (multi-objective)

The status must be a string and must be one of the StatusType values. However, runtime, status and additional_info are optional.

Note

Everytime an instance is passed, also an instance feature in form of a comma-separated list (no spaces) of floats is passed. If no instance feature for the instance is given, an empty list is passed.

Parameters:

  • target_function (Callable) – The target function function.

  • scenario (Scenario) –

  • required_arguments (list[str]) – A list of required arguments, which are passed to the target function.

__call__(algorithm_kwargs)[source]

Calls the algorithm, which is processed in the run method.

Return type:

tuple[str, str]

property meta: dict[str, Any]

Returns the meta data of the created object.

Return type:

dict[str, Any]

run(config, instance=None, budget=None, seed=None)[source]

Calls the target function.

Parameters:

  • config (Configuration) – Configuration to be passed to the target function.

  • instance (str | None, defaults to None) – The Problem instance.

  • budget (float | None, defaults to None) – A positive, real-valued number representing an arbitrary limit to the target function handled by the target function internally.

  • seed (int, defaults to None) –

Return type:

tuple[StatusType, float | list[float], float, dict]

Returns:

  • status (StatusType) – Status of the trial.

  • cost (float | list[float]) – Resulting cost(s) of the trial.

  • runtime (float) – The time the target function function took to run.

  • additional_info (dict) – All further additional trial information.

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